Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 2051 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 529.2 KiB |
| Average record size in memory | 264.2 B |
Variable types
| Categorical | 12 |
|---|---|
| Numeric | 16 |
Income is highly overall correlated with Is_Parent and 11 other fields | High correlation |
Is_Parent is highly overall correlated with Income and 3 other fields | High correlation |
Memebers_In_Family is highly overall correlated with Is_Parent and 1 other fields | High correlation |
MntFishProducts is highly overall correlated with Income and 8 other fields | High correlation |
MntFruits is highly overall correlated with Income and 8 other fields | High correlation |
MntGoldProds is highly overall correlated with MntFishProducts and 9 other fields | High correlation |
MntMeatProducts is highly overall correlated with Income and 10 other fields | High correlation |
MntSweetProducts is highly overall correlated with Income and 8 other fields | High correlation |
MntWines is highly overall correlated with Income and 10 other fields | High correlation |
No_of_Childrens is highly overall correlated with Is_Parent and 2 other fields | High correlation |
NumCatalogPurchases is highly overall correlated with Income and 11 other fields | High correlation |
NumDealsPurchases is highly overall correlated with Is_Parent and 1 other fields | High correlation |
NumStorePurchases is highly overall correlated with Income and 10 other fields | High correlation |
NumWebPurchases is highly overall correlated with Income and 7 other fields | High correlation |
NumWebVisitsMonth is highly overall correlated with Income and 1 other fields | High correlation |
Total_Amnt_Spend is highly overall correlated with Income and 10 other fields | High correlation |
Total_Purchase is highly overall correlated with Income and 7 other fields | High correlation |
AcceptedCmp3 is highly imbalanced (62.2%) | Imbalance |
AcceptedCmp4 is highly imbalanced (60.8%) | Imbalance |
AcceptedCmp5 is highly imbalanced (62.8%) | Imbalance |
AcceptedCmp1 is highly imbalanced (65.2%) | Imbalance |
AcceptedCmp2 is highly imbalanced (90.2%) | Imbalance |
Recency has 26 (1.3%) zeros | Zeros |
MntFruits has 367 (17.9%) zeros | Zeros |
MntFishProducts has 358 (17.5%) zeros | Zeros |
MntSweetProducts has 385 (18.8%) zeros | Zeros |
MntGoldProds has 57 (2.8%) zeros | Zeros |
NumDealsPurchases has 42 (2.0%) zeros | Zeros |
NumWebPurchases has 45 (2.2%) zeros | Zeros |
NumCatalogPurchases has 536 (26.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-18 13:21:20.612186 |
|---|---|
| Analysis finished | 2024-12-18 13:22:17.752098 |
| Duration | 57.14 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| Graduation | |
|---|---|
| PhD | |
| Master | |
| 2n Cycle | |
| Basic | 49 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 7.5104827 |
| Min length | 3 |
Characters and Unicode
| Total characters | 15404 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduation |
|---|---|
| 2nd row | Graduation |
| 3rd row | Graduation |
| 4th row | Graduation |
| 5th row | PhD |
Common Values
| Value | Count | Frequency (%) |
| Graduation | 1028 | |
| PhD | 447 | |
| Master | 339 | 16.5% |
| 2n Cycle | 188 | 9.2% |
| Basic | 49 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduation | 1028 | |
| phd | 447 | |
| master | 339 | 15.1% |
| 2n | 188 | 8.4% |
| cycle | 188 | 8.4% |
| basic | 49 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2444 | |
| r | 1367 | |
| t | 1367 | |
| n | 1216 | 7.9% |
| i | 1077 | 7.0% |
| G | 1028 | 6.7% |
| d | 1028 | 6.7% |
| u | 1028 | 6.7% |
| o | 1028 | 6.7% |
| e | 527 | 3.4% |
| Other values (12) | 3294 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 12530 | |
| Uppercase Letter | 2498 | 16.2% |
| Decimal Number | 188 | 1.2% |
| Space Separator | 188 | 1.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 2444 | |
| r | 1367 | |
| t | 1367 | |
| n | 1216 | |
| i | 1077 | |
| d | 1028 | |
| u | 1028 | |
| o | 1028 | |
| e | 527 | 4.2% |
| h | 447 | 3.6% |
| Other values (4) | 1001 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 1028 | |
| D | 447 | |
| P | 447 | |
| M | 339 | 13.6% |
| C | 188 | 7.5% |
| B | 49 | 2.0% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 188 |
Space Separator
| Value | Count | Frequency (%) |
| 188 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 15028 | |
| Common | 376 | 2.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 2444 | |
| r | 1367 | |
| t | 1367 | |
| n | 1216 | |
| i | 1077 | 7.2% |
| G | 1028 | 6.8% |
| d | 1028 | 6.8% |
| u | 1028 | 6.8% |
| o | 1028 | 6.8% |
| e | 527 | 3.5% |
| Other values (10) | 2918 |
Common
| Value | Count | Frequency (%) |
| 2 | 188 | |
| 188 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15404 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 2444 | |
| r | 1367 | |
| t | 1367 | |
| n | 1216 | 7.9% |
| i | 1077 | 7.0% |
| G | 1028 | 6.7% |
| d | 1028 | 6.7% |
| u | 1028 | 6.7% |
| o | 1028 | 6.7% |
| e | 527 | 3.4% |
| Other values (12) | 3294 |
Marital_Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| Single | |
|---|---|
| Married |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.3876158 |
| Min length | 6 |
Characters and Unicode
| Total characters | 13101 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Single |
| 4th row | Single |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Single | 1256 | |
| Married | 795 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| single | 1256 | |
| married | 795 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 2051 | |
| e | 2051 | |
| r | 1590 | |
| S | 1256 | |
| n | 1256 | |
| g | 1256 | |
| l | 1256 | |
| M | 795 | 6.1% |
| a | 795 | 6.1% |
| d | 795 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 11050 | |
| Uppercase Letter | 2051 | 15.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 2051 | |
| e | 2051 | |
| r | 1590 | |
| n | 1256 | |
| g | 1256 | |
| l | 1256 | |
| a | 795 | 7.2% |
| d | 795 | 7.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1256 | |
| M | 795 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 13101 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 2051 | |
| e | 2051 | |
| r | 1590 | |
| S | 1256 | |
| n | 1256 | |
| g | 1256 | |
| l | 1256 | |
| M | 795 | 6.1% |
| a | 795 | 6.1% |
| d | 795 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 2051 | |
| e | 2051 | |
| r | 1590 | |
| S | 1256 | |
| n | 1256 | |
| g | 1256 | |
| l | 1256 | |
| M | 795 | 6.1% |
| a | 795 | 6.1% |
| d | 795 | 6.1% |
Income
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1973 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52354.643 |
| Minimum | 1730 |
|---|---|
| Maximum | 666666 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 1730 |
|---|---|
| 5-th percentile | 19047.5 |
| Q1 | 35694.5 |
| median | 52074 |
| Q3 | 68277.5 |
| 95-th percentile | 84017 |
| Maximum | 666666 |
| Range | 664936 |
| Interquartile range (IQR) | 32583 |
Descriptive statistics
| Standard deviation | 25405.447 |
|---|---|
| Coefficient of variation (CV) | 0.48525681 |
| Kurtosis | 166.22582 |
| Mean | 52354.643 |
| Median Absolute Deviation (MAD) | 16309 |
| Skewness | 7.1005635 |
| Sum | 1.0737937 × 108 |
| Variance | 6.4543675 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 52357.79154 | 24 | 1.2% |
| 7500 | 12 | 0.6% |
| 47025 | 3 | 0.1% |
| 83151 | 2 | 0.1% |
| 40049 | 2 | 0.1% |
| 57091 | 2 | 0.1% |
| 65104 | 2 | 0.1% |
| 57100 | 2 | 0.1% |
| 43776 | 2 | 0.1% |
| 54809 | 2 | 0.1% |
| Other values (1963) | 1998 |
| Value | Count | Frequency (%) |
| 1730 | 1 | |
| 2447 | 1 | |
| 3502 | 1 | |
| 4023 | 1 | |
| 4428 | 1 | |
| 4861 | 1 | |
| 5305 | 1 | |
| 5648 | 1 | |
| 6560 | 1 | |
| 6835 | 1 |
| Value | Count | Frequency (%) |
| 666666 | 1 | |
| 162397 | 1 | |
| 160803 | 1 | |
| 157733 | 1 | |
| 157243 | 1 | |
| 157146 | 1 | |
| 156924 | 1 | |
| 153924 | 1 | |
| 113734 | 1 | |
| 105471 | 1 |
Recency
Real number (ℝ)
ZEROS
| Distinct | 100 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.01999 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 26 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.5 |
| Q1 | 24 |
| median | 49 |
| Q3 | 74 |
| 95-th percentile | 94 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 28.999312 |
|---|---|
| Coefficient of variation (CV) | 0.59158135 |
| Kurtosis | -1.2077388 |
| Mean | 49.01999 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 2.4692251 × 10-6 |
| Sum | 100540 |
| Variance | 840.96009 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 30 | 1.5% |
| 2 | 28 | 1.4% |
| 49 | 28 | 1.4% |
| 46 | 28 | 1.4% |
| 29 | 28 | 1.4% |
| 65 | 27 | 1.3% |
| 72 | 27 | 1.3% |
| 80 | 27 | 1.3% |
| 30 | 27 | 1.3% |
| 71 | 27 | 1.3% |
| Other values (90) | 1774 |
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 1 | 24 | |
| 2 | 28 | |
| 3 | 25 | |
| 4 | 24 | |
| 5 | 13 | |
| 6 | 18 | |
| 7 | 11 | 0.5% |
| 8 | 24 | |
| 9 | 23 |
| Value | Count | Frequency (%) |
| 99 | 14 | |
| 98 | 21 | |
| 97 | 19 | |
| 96 | 21 | |
| 95 | 17 | |
| 94 | 23 | |
| 93 | 20 | |
| 92 | 26 | |
| 91 | 17 | |
| 90 | 19 |
MntWines
Real number (ℝ)
HIGH CORRELATION
| Distinct | 775 |
|---|---|
| Distinct (%) | 37.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 304.02828 |
| Minimum | 0 |
|---|---|
| Maximum | 1493 |
| Zeros | 12 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 23 |
| median | 173 |
| Q3 | 504.5 |
| 95-th percentile | 1000.5 |
| Maximum | 1493 |
| Range | 1493 |
| Interquartile range (IQR) | 481.5 |
Descriptive statistics
| Standard deviation | 336.91524 |
|---|---|
| Coefficient of variation (CV) | 1.1081707 |
| Kurtosis | 0.57313126 |
| Mean | 304.02828 |
| Median Absolute Deviation (MAD) | 164 |
| Skewness | 1.1738665 |
| Sum | 623562 |
| Variance | 113511.88 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 39 | 1.9% |
| 5 | 36 | 1.8% |
| 6 | 34 | 1.7% |
| 1 | 33 | 1.6% |
| 4 | 31 | 1.5% |
| 8 | 29 | 1.4% |
| 3 | 28 | 1.4% |
| 9 | 23 | 1.1% |
| 12 | 23 | 1.1% |
| 10 | 23 | 1.1% |
| Other values (765) | 1752 |
| Value | Count | Frequency (%) |
| 0 | 12 | 0.6% |
| 1 | 33 | |
| 2 | 39 | |
| 3 | 28 | |
| 4 | 31 | |
| 5 | 36 | |
| 6 | 34 | |
| 7 | 21 | |
| 8 | 29 | |
| 9 | 23 |
| Value | Count | Frequency (%) |
| 1493 | 1 | |
| 1492 | 1 | |
| 1486 | 1 | |
| 1478 | 1 | |
| 1462 | 1 | |
| 1459 | 1 | |
| 1449 | 1 | |
| 1396 | 1 | |
| 1394 | 1 | |
| 1379 | 1 |
MntFruits
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 158 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.233057 |
| Minimum | 0 |
|---|---|
| Maximum | 199 |
| Zeros | 367 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 123.5 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 39.757292 |
|---|---|
| Coefficient of variation (CV) | 1.5155417 |
| Kurtosis | 4.0757844 |
| Mean | 26.233057 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.1109526 |
| Sum | 53804 |
| Variance | 1580.6422 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 367 | 17.9% |
| 1 | 148 | 7.2% |
| 2 | 113 | 5.5% |
| 3 | 102 | 5.0% |
| 4 | 93 | 4.5% |
| 7 | 64 | 3.1% |
| 5 | 62 | 3.0% |
| 6 | 57 | 2.8% |
| 8 | 44 | 2.1% |
| 12 | 42 | 2.0% |
| Other values (148) | 959 |
| Value | Count | Frequency (%) |
| 0 | 367 | |
| 1 | 148 | |
| 2 | 113 | 5.5% |
| 3 | 102 | 5.0% |
| 4 | 93 | 4.5% |
| 5 | 62 | 3.0% |
| 6 | 57 | 2.8% |
| 7 | 64 | 3.1% |
| 8 | 44 | 2.1% |
| 9 | 32 | 1.6% |
| Value | Count | Frequency (%) |
| 199 | 1 | < 0.1% |
| 197 | 1 | < 0.1% |
| 194 | 2 | |
| 193 | 2 | |
| 190 | 1 | < 0.1% |
| 189 | 1 | < 0.1% |
| 185 | 2 | |
| 184 | 1 | < 0.1% |
| 183 | 3 | |
| 181 | 1 | < 0.1% |
MntMeatProducts
Real number (ℝ)
HIGH CORRELATION
| Distinct | 558 |
|---|---|
| Distinct (%) | 27.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167.88493 |
| Minimum | 0 |
|---|---|
| Maximum | 1725 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 16 |
| median | 67 |
| Q3 | 230 |
| 95-th percentile | 689 |
| Maximum | 1725 |
| Range | 1725 |
| Interquartile range (IQR) | 214 |
Descriptive statistics
| Standard deviation | 228.4785 |
|---|---|
| Coefficient of variation (CV) | 1.3609232 |
| Kurtosis | 5.6051612 |
| Mean | 167.88493 |
| Median Absolute Deviation (MAD) | 59 |
| Skewness | 2.1035416 |
| Sum | 344332 |
| Variance | 52202.423 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 46 | 2.2% |
| 7 | 45 | 2.2% |
| 11 | 44 | 2.1% |
| 8 | 39 | 1.9% |
| 6 | 38 | 1.9% |
| 3 | 38 | 1.9% |
| 9 | 37 | 1.8% |
| 10 | 36 | 1.8% |
| 16 | 34 | 1.7% |
| 12 | 33 | 1.6% |
| Other values (548) | 1661 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 14 | 0.7% |
| 2 | 27 | |
| 3 | 38 | |
| 4 | 30 | |
| 5 | 46 | |
| 6 | 38 | |
| 7 | 45 | |
| 8 | 39 | |
| 9 | 37 |
| Value | Count | Frequency (%) |
| 1725 | 2 | |
| 1622 | 1 | |
| 1607 | 1 | |
| 1582 | 1 | |
| 984 | 1 | |
| 981 | 1 | |
| 974 | 1 | |
| 968 | 1 | |
| 961 | 1 | |
| 951 | 2 |
MntFishProducts
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 182 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.241346 |
| Minimum | 0 |
|---|---|
| Maximum | 259 |
| Zeros | 358 |
| Zeros (%) | 17.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 12 |
| Q3 | 50 |
| 95-th percentile | 169 |
| Maximum | 259 |
| Range | 259 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 54.474785 |
|---|---|
| Coefficient of variation (CV) | 1.4627502 |
| Kurtosis | 3.1587057 |
| Mean | 37.241346 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.9332769 |
| Sum | 76382 |
| Variance | 2967.5022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 358 | 17.5% |
| 2 | 144 | 7.0% |
| 3 | 122 | 5.9% |
| 4 | 96 | 4.7% |
| 6 | 77 | 3.8% |
| 7 | 61 | 3.0% |
| 8 | 50 | 2.4% |
| 10 | 49 | 2.4% |
| 13 | 47 | 2.3% |
| 11 | 43 | 2.1% |
| Other values (172) | 1004 |
| Value | Count | Frequency (%) |
| 0 | 358 | |
| 1 | 10 | 0.5% |
| 2 | 144 | |
| 3 | 122 | 5.9% |
| 4 | 96 | 4.7% |
| 5 | 1 | < 0.1% |
| 6 | 77 | 3.8% |
| 7 | 61 | 3.0% |
| 8 | 50 | 2.4% |
| 10 | 49 | 2.4% |
| Value | Count | Frequency (%) |
| 259 | 1 | < 0.1% |
| 258 | 2 | |
| 254 | 1 | < 0.1% |
| 253 | 1 | < 0.1% |
| 250 | 3 | |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 242 | 1 | < 0.1% |
| 240 | 2 | |
| 237 | 2 |
MntSweetProducts
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 177 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.226719 |
| Minimum | 0 |
|---|---|
| Maximum | 263 |
| Zeros | 385 |
| Zeros (%) | 18.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 34 |
| 95-th percentile | 128.5 |
| Maximum | 263 |
| Range | 263 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 41.759728 |
|---|---|
| Coefficient of variation (CV) | 1.5337775 |
| Kurtosis | 4.4047672 |
| Mean | 27.226719 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.147076 |
| Sum | 55842 |
| Variance | 1743.8749 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 385 | 18.8% |
| 1 | 150 | 7.3% |
| 2 | 118 | 5.8% |
| 3 | 92 | 4.5% |
| 4 | 73 | 3.6% |
| 6 | 59 | 2.9% |
| 5 | 58 | 2.8% |
| 7 | 52 | 2.5% |
| 8 | 52 | 2.5% |
| 12 | 43 | 2.1% |
| Other values (167) | 969 |
| Value | Count | Frequency (%) |
| 0 | 385 | |
| 1 | 150 | 7.3% |
| 2 | 118 | 5.8% |
| 3 | 92 | 4.5% |
| 4 | 73 | 3.6% |
| 5 | 58 | 2.8% |
| 6 | 59 | 2.9% |
| 7 | 52 | 2.5% |
| 8 | 52 | 2.5% |
| 9 | 37 | 1.8% |
| Value | Count | Frequency (%) |
| 263 | 1 | < 0.1% |
| 262 | 1 | < 0.1% |
| 198 | 1 | < 0.1% |
| 197 | 1 | < 0.1% |
| 196 | 1 | < 0.1% |
| 195 | 1 | < 0.1% |
| 194 | 3 | |
| 192 | 3 | |
| 191 | 1 | < 0.1% |
| 189 | 2 |
MntGoldProds
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 212 |
|---|---|
| Distinct (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.74354 |
| Minimum | 0 |
|---|---|
| Maximum | 362 |
| Zeros | 57 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 24 |
| Q3 | 56 |
| 95-th percentile | 163 |
| Maximum | 362 |
| Range | 362 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 51.954066 |
|---|---|
| Coefficient of variation (CV) | 1.1876969 |
| Kurtosis | 3.6811462 |
| Mean | 43.74354 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 1.9040538 |
| Sum | 89718 |
| Variance | 2699.2249 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 68 | 3.3% |
| 3 | 66 | 3.2% |
| 4 | 63 | 3.1% |
| 5 | 59 | 2.9% |
| 12 | 58 | 2.8% |
| 0 | 57 | 2.8% |
| 2 | 57 | 2.8% |
| 7 | 52 | 2.5% |
| 6 | 49 | 2.4% |
| 10 | 45 | 2.2% |
| Other values (202) | 1477 |
| Value | Count | Frequency (%) |
| 0 | 57 | |
| 1 | 68 | |
| 2 | 57 | |
| 3 | 66 | |
| 4 | 63 | |
| 5 | 59 | |
| 6 | 49 | |
| 7 | 52 | |
| 8 | 36 | |
| 9 | 38 |
| Value | Count | Frequency (%) |
| 362 | 1 | < 0.1% |
| 321 | 1 | < 0.1% |
| 291 | 1 | < 0.1% |
| 262 | 1 | < 0.1% |
| 249 | 1 | < 0.1% |
| 248 | 1 | < 0.1% |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 242 | 2 | 0.1% |
| 241 | 5 |
NumDealsPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3349586 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 42 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.9429527 |
|---|---|
| Coefficient of variation (CV) | 0.83211442 |
| Kurtosis | 9.1808787 |
| Mean | 2.3349586 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4502883 |
| Sum | 4789 |
| Variance | 3.7750651 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 880 | |
| 2 | 458 | |
| 3 | 275 | 13.4% |
| 4 | 178 | 8.7% |
| 5 | 82 | 4.0% |
| 6 | 58 | 2.8% |
| 0 | 42 | 2.0% |
| 7 | 34 | 1.7% |
| 8 | 14 | 0.7% |
| 15 | 7 | 0.3% |
| Other values (5) | 23 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 42 | 2.0% |
| 1 | 880 | |
| 2 | 458 | |
| 3 | 275 | 13.4% |
| 4 | 178 | 8.7% |
| 5 | 82 | 4.0% |
| 6 | 58 | 2.8% |
| 7 | 34 | 1.7% |
| 8 | 14 | 0.7% |
| 9 | 7 | 0.3% |
| Value | Count | Frequency (%) |
| 15 | 7 | 0.3% |
| 13 | 3 | 0.1% |
| 12 | 3 | 0.1% |
| 11 | 5 | 0.2% |
| 10 | 5 | 0.2% |
| 9 | 7 | 0.3% |
| 8 | 14 | 0.7% |
| 7 | 34 | |
| 6 | 58 | |
| 5 | 82 |
NumWebPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0950756 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 45 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7956814 |
|---|---|
| Coefficient of variation (CV) | 0.68269347 |
| Kurtosis | 6.0801483 |
| Mean | 4.0950756 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.4302834 |
| Sum | 8399 |
| Variance | 7.8158343 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2 | 343 | |
| 1 | 322 | |
| 3 | 308 | |
| 4 | 252 | |
| 5 | 202 | |
| 6 | 191 | |
| 7 | 142 | |
| 8 | 94 | 4.6% |
| 9 | 66 | 3.2% |
| 0 | 45 | 2.2% |
| Other values (5) | 86 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 45 | 2.2% |
| 1 | 322 | |
| 2 | 343 | |
| 3 | 308 | |
| 4 | 252 | |
| 5 | 202 | |
| 6 | 191 | |
| 7 | 142 | |
| 8 | 94 | 4.6% |
| 9 | 66 | 3.2% |
| Value | Count | Frequency (%) |
| 27 | 2 | 0.1% |
| 25 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 11 | 41 | 2.0% |
| 10 | 41 | 2.0% |
| 9 | 66 | 3.2% |
| 8 | 94 | |
| 7 | 142 | |
| 6 | 191 | |
| 5 | 202 |
NumCatalogPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6606533 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 536 |
| Zeros (%) | 26.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8.5 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9323939 |
|---|---|
| Coefficient of variation (CV) | 1.102133 |
| Kurtosis | 8.6807208 |
| Mean | 2.6606533 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.953475 |
| Sum | 5457 |
| Variance | 8.598934 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 536 | |
| 1 | 449 | |
| 2 | 259 | |
| 3 | 174 | 8.5% |
| 4 | 168 | 8.2% |
| 5 | 128 | 6.2% |
| 6 | 110 | 5.4% |
| 7 | 72 | 3.5% |
| 8 | 52 | 2.5% |
| 10 | 43 | 2.1% |
| Other values (4) | 60 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 536 | |
| 1 | 449 | |
| 2 | 259 | |
| 3 | 174 | 8.5% |
| 4 | 168 | 8.2% |
| 5 | 128 | 6.2% |
| 6 | 110 | 5.4% |
| 7 | 72 | 3.5% |
| 8 | 52 | 2.5% |
| 9 | 38 | 1.9% |
| Value | Count | Frequency (%) |
| 28 | 3 | 0.1% |
| 22 | 1 | < 0.1% |
| 11 | 18 | 0.9% |
| 10 | 43 | 2.1% |
| 9 | 38 | 1.9% |
| 8 | 52 | 2.5% |
| 7 | 72 | |
| 6 | 110 | |
| 5 | 128 | |
| 4 | 168 |
NumStorePurchases
Real number (ℝ)
HIGH CORRELATION
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7723062 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 15 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.2432043 |
|---|---|
| Coefficient of variation (CV) | 0.5618559 |
| Kurtosis | -0.61157563 |
| Mean | 5.7723062 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.7005369 |
| Sum | 11839 |
| Variance | 10.518374 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 448 | |
| 4 | 294 | |
| 2 | 206 | |
| 5 | 197 | |
| 6 | 160 | 7.8% |
| 8 | 136 | 6.6% |
| 7 | 132 | 6.4% |
| 10 | 118 | 5.8% |
| 9 | 99 | 4.8% |
| 12 | 93 | 4.5% |
| Other values (4) | 168 | 8.2% |
| Value | Count | Frequency (%) |
| 0 | 15 | 0.7% |
| 1 | 7 | 0.3% |
| 2 | 206 | |
| 3 | 448 | |
| 4 | 294 | |
| 5 | 197 | |
| 6 | 160 | 7.8% |
| 7 | 132 | 6.4% |
| 8 | 136 | 6.6% |
| 9 | 99 | 4.8% |
| Value | Count | Frequency (%) |
| 13 | 75 | 3.7% |
| 12 | 93 | 4.5% |
| 11 | 71 | 3.5% |
| 10 | 118 | |
| 9 | 99 | 4.8% |
| 8 | 136 | |
| 7 | 132 | |
| 6 | 160 | |
| 5 | 197 | |
| 4 | 294 |
NumWebVisitsMonth
Real number (ℝ)
HIGH CORRELATION
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3193564 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 11 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.4388943 |
|---|---|
| Coefficient of variation (CV) | 0.45849425 |
| Kurtosis | 2.0175778 |
| Mean | 5.3193564 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.2562625 |
| Sum | 10910 |
| Variance | 5.9482056 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 7 | 359 | |
| 6 | 310 | |
| 8 | 307 | |
| 5 | 259 | |
| 4 | 201 | |
| 3 | 191 | |
| 2 | 182 | |
| 1 | 139 | 6.8% |
| 9 | 80 | 3.9% |
| 0 | 11 | 0.5% |
| Other values (6) | 12 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.5% |
| 1 | 139 | 6.8% |
| 2 | 182 | |
| 3 | 191 | |
| 4 | 201 | |
| 5 | 259 | |
| 6 | 310 | |
| 7 | 359 | |
| 8 | 307 | |
| 9 | 80 | 3.9% |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.1% |
| 19 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 14 | 2 | 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 3 | 0.1% |
| 9 | 80 | 3.9% |
| 8 | 307 | |
| 7 | 359 | |
| 6 | 310 |
AcceptedCmp3
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| 0 | |
|---|---|
| 1 | 150 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2051 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1901 | |
| 1 | 150 | 7.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1901 | |
| 1 | 150 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1901 | |
| 1 | 150 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2051 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1901 | |
| 1 | 150 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2051 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1901 | |
| 1 | 150 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1901 | |
| 1 | 150 | 7.3% |
AcceptedCmp4
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| 0 | |
|---|---|
| 1 | 158 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2051 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 158 | 7.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 158 | 7.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 158 | 7.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2051 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 158 | 7.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2051 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 158 | 7.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 158 | 7.7% |
AcceptedCmp5
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| 0 | |
|---|---|
| 1 | 147 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2051 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1904 | |
| 1 | 147 | 7.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1904 | |
| 1 | 147 | 7.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1904 | |
| 1 | 147 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2051 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1904 | |
| 1 | 147 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2051 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1904 | |
| 1 | 147 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1904 | |
| 1 | 147 | 7.2% |
AcceptedCmp1
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| 0 | |
|---|---|
| 1 | 134 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2051 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1917 | |
| 1 | 134 | 6.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1917 | |
| 1 | 134 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1917 | |
| 1 | 134 | 6.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2051 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1917 | |
| 1 | 134 | 6.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2051 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1917 | |
| 1 | 134 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1917 | |
| 1 | 134 | 6.5% |
AcceptedCmp2
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| 0 | |
|---|---|
| 1 | 26 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2051 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2025 | |
| 1 | 26 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2025 | |
| 1 | 26 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2025 | |
| 1 | 26 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2051 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2025 | |
| 1 | 26 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2051 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2025 | |
| 1 | 26 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2025 | |
| 1 | 26 | 1.3% |
Response
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2051 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1741 | |
| 1 | 310 | 15.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1741 | |
| 1 | 310 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1741 | |
| 1 | 310 | 15.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2051 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1741 | |
| 1 | 310 | 15.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2051 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1741 | |
| 1 | 310 | 15.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1741 | |
| 1 | 310 | 15.1% |
Age
Real number (ℝ)
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.229157 |
| Minimum | 28 |
|---|---|
| Maximum | 131 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 28 |
|---|---|
| 5-th percentile | 36.5 |
| Q1 | 47 |
| median | 54 |
| Q3 | 65 |
| 95-th percentile | 74 |
| Maximum | 131 |
| Range | 103 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.968583 |
|---|---|
| Coefficient of variation (CV) | 0.21670769 |
| Kurtosis | 0.85806751 |
| Mean | 55.229157 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.37915785 |
| Sum | 113275 |
| Variance | 143.24697 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 48 | 81 | 3.9% |
| 53 | 79 | 3.9% |
| 49 | 77 | 3.8% |
| 54 | 73 | 3.6% |
| 52 | 73 | 3.6% |
| 46 | 71 | 3.5% |
| 59 | 66 | 3.2% |
| 55 | 65 | 3.2% |
| 51 | 65 | 3.2% |
| 50 | 63 | 3.1% |
| Other values (49) | 1338 |
| Value | Count | Frequency (%) |
| 28 | 2 | 0.1% |
| 29 | 4 | 0.2% |
| 30 | 3 | 0.1% |
| 31 | 3 | 0.1% |
| 32 | 12 | |
| 33 | 14 | |
| 34 | 16 | |
| 35 | 25 | |
| 36 | 24 | |
| 37 | 26 |
| Value | Count | Frequency (%) |
| 131 | 1 | < 0.1% |
| 125 | 1 | < 0.1% |
| 124 | 1 | < 0.1% |
| 84 | 1 | < 0.1% |
| 83 | 1 | < 0.1% |
| 81 | 6 | 0.3% |
| 80 | 7 | |
| 79 | 8 | |
| 78 | 11 | |
| 77 | 15 |
Years_Since_Join
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| 11 | |
|---|---|
| 10 | |
| 12 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 4102 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 12 |
|---|---|
| 2nd row | 10 |
| 3rd row | 11 |
| 4th row | 10 |
| 5th row | 10 |
Common Values
| Value | Count | Frequency (%) |
| 11 | 1088 | |
| 10 | 514 | |
| 12 | 449 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 11 | 1088 | |
| 10 | 514 | |
| 12 | 449 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3139 | |
| 0 | 514 | 12.5% |
| 2 | 449 | 10.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4102 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3139 | |
| 0 | 514 | 12.5% |
| 2 | 449 | 10.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4102 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 3139 | |
| 0 | 514 | 12.5% |
| 2 | 449 | 10.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4102 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 3139 | |
| 0 | 514 | 12.5% |
| 2 | 449 | 10.9% |
Total_Amnt_Spend
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1052 |
|---|---|
| Distinct (%) | 51.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 606.35787 |
| Minimum | 5 |
|---|---|
| Maximum | 2525 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 68.5 |
| median | 396 |
| Q3 | 1046 |
| 95-th percentile | 1780.5 |
| Maximum | 2525 |
| Range | 2520 |
| Interquartile range (IQR) | 977.5 |
Descriptive statistics
| Standard deviation | 603.32768 |
|---|---|
| Coefficient of variation (CV) | 0.99500262 |
| Kurtosis | -0.32716592 |
| Mean | 606.35787 |
| Median Absolute Deviation (MAD) | 353 |
| Skewness | 0.86739062 |
| Sum | 1243640 |
| Variance | 364004.28 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46 | 16 | 0.8% |
| 57 | 15 | 0.7% |
| 22 | 15 | 0.7% |
| 55 | 15 | 0.7% |
| 20 | 14 | 0.7% |
| 44 | 13 | 0.6% |
| 17 | 13 | 0.6% |
| 38 | 13 | 0.6% |
| 48 | 13 | 0.6% |
| 43 | 12 | 0.6% |
| Other values (1042) | 1912 |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 6 | 2 | 0.1% |
| 8 | 4 | |
| 9 | 2 | 0.1% |
| 10 | 5 | |
| 11 | 5 | |
| 12 | 2 | 0.1% |
| 13 | 6 | |
| 14 | 3 | 0.1% |
| 15 | 9 |
| Value | Count | Frequency (%) |
| 2525 | 2 | |
| 2524 | 1 | |
| 2486 | 1 | |
| 2440 | 1 | |
| 2352 | 1 | |
| 2349 | 1 | |
| 2346 | 1 | |
| 2302 | 1 | |
| 2283 | 1 | |
| 2279 | 1 |
No_of_Childrens
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | |
| 3 | 48 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2051 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1042 | |
| 0 | 575 | |
| 2 | 386 | 18.8% |
| 3 | 48 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1042 | |
| 0 | 575 | |
| 2 | 386 | 18.8% |
| 3 | 48 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1042 | |
| 0 | 575 | |
| 2 | 386 | 18.8% |
| 3 | 48 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2051 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1042 | |
| 0 | 575 | |
| 2 | 386 | 18.8% |
| 3 | 48 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2051 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1042 | |
| 0 | 575 | |
| 2 | 386 | 18.8% |
| 3 | 48 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1042 | |
| 0 | 575 | |
| 2 | 386 | 18.8% |
| 3 | 48 | 2.3% |
Is_Parent
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2051 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1476 | |
| 0 | 575 | 28.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1476 | |
| 0 | 575 | 28.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1476 | |
| 0 | 575 | 28.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2051 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1476 | |
| 0 | 575 | 28.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2051 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1476 | |
| 0 | 575 | 28.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1476 | |
| 0 | 575 | 28.0% |
Memebers_In_Family
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | |
| 5 | 28 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2051 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 3 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 816 | |
| 2 | 696 | |
| 4 | 278 | 13.6% |
| 1 | 233 | 11.4% |
| 5 | 28 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 816 | |
| 2 | 696 | |
| 4 | 278 | 13.6% |
| 1 | 233 | 11.4% |
| 5 | 28 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 816 | |
| 2 | 696 | |
| 4 | 278 | 13.6% |
| 1 | 233 | 11.4% |
| 5 | 28 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2051 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 816 | |
| 2 | 696 | |
| 4 | 278 | 13.6% |
| 1 | 233 | 11.4% |
| 5 | 28 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2051 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 816 | |
| 2 | 696 | |
| 4 | 278 | 13.6% |
| 1 | 233 | 11.4% |
| 5 | 28 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 816 | |
| 2 | 696 | |
| 4 | 278 | 13.6% |
| 1 | 233 | 11.4% |
| 5 | 28 | 1.4% |
Total_Purchase
Real number (ℝ)
HIGH CORRELATION
| Distinct | 42 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.18235 |
| Minimum | 0 |
|---|---|
| Maximum | 46 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 14 |
| median | 19 |
| Q3 | 25 |
| 95-th percentile | 33 |
| Maximum | 46 |
| Range | 46 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 7.3017806 |
|---|---|
| Coefficient of variation (CV) | 0.36179041 |
| Kurtosis | -0.476966 |
| Mean | 20.18235 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.40591007 |
| Sum | 41394 |
| Variance | 53.316001 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 12 | 124 | 6.0% |
| 14 | 123 | 6.0% |
| 13 | 113 | 5.5% |
| 24 | 104 | 5.1% |
| 11 | 96 | 4.7% |
| 15 | 96 | 4.7% |
| 16 | 95 | 4.6% |
| 18 | 92 | 4.5% |
| 23 | 90 | 4.4% |
| 25 | 89 | 4.3% |
| Other values (32) | 1029 |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 6 | 0.3% |
| 8 | 14 | 0.7% |
| 9 | 33 | 1.6% |
| 10 | 59 | |
| 11 | 96 |
| Value | Count | Frequency (%) |
| 46 | 1 | < 0.1% |
| 44 | 2 | 0.1% |
| 41 | 2 | 0.1% |
| 40 | 2 | 0.1% |
| 39 | 8 | 0.4% |
| 38 | 12 | |
| 37 | 12 | |
| 36 | 9 | 0.4% |
| 35 | 17 | |
| 34 | 26 |
| AcceptedCmp1 | AcceptedCmp2 | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | Age | Education | Income | Is_Parent | Marital_Status | Memebers_In_Family | MntFishProducts | MntFruits | MntGoldProds | MntMeatProducts | MntSweetProducts | MntWines | No_of_Childrens | NumCatalogPurchases | NumDealsPurchases | NumStorePurchases | NumWebPurchases | NumWebVisitsMonth | Recency | Response | Total_Amnt_Spend | Total_Purchase | Years_Since_Join | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AcceptedCmp1 | 1.000 | 0.171 | 0.094 | 0.245 | 0.396 | -0.007 | 0.028 | 0.328 | 0.284 | 0.021 | 0.198 | 0.210 | 0.180 | 0.174 | 0.290 | 0.232 | 0.308 | 0.286 | 0.302 | -0.175 | 0.210 | 0.184 | -0.194 | -0.025 | 0.287 | 0.327 | 0.187 | 0.025 |
| AcceptedCmp2 | 0.171 | 1.000 | 0.056 | 0.269 | 0.212 | 0.006 | 0.000 | 0.104 | 0.087 | 0.023 | 0.076 | 0.003 | 0.010 | 0.074 | 0.069 | 0.003 | 0.136 | 0.087 | 0.109 | -0.051 | 0.087 | 0.041 | -0.010 | -0.010 | 0.176 | 0.122 | 0.083 | 0.000 |
| AcceptedCmp3 | 0.094 | 0.056 | 1.000 | 0.074 | 0.075 | -0.072 | 0.000 | -0.015 | 0.000 | 0.000 | 0.000 | -0.031 | 0.015 | 0.148 | 0.012 | -0.021 | 0.039 | 0.000 | 0.103 | -0.014 | -0.079 | 0.040 | 0.065 | -0.034 | 0.244 | 0.041 | 0.042 | 0.000 |
| AcceptedCmp4 | 0.245 | 0.269 | 0.074 | 1.000 | 0.291 | 0.070 | 0.046 | 0.217 | 0.075 | 0.000 | 0.066 | 0.000 | 0.028 | 0.063 | 0.136 | 0.005 | 0.308 | 0.082 | 0.185 | 0.005 | 0.202 | 0.183 | -0.025 | 0.023 | 0.165 | 0.240 | 0.210 | 0.027 |
| AcceptedCmp5 | 0.396 | 0.212 | 0.075 | 0.291 | 1.000 | -0.016 | 0.033 | 0.390 | 0.350 | 0.000 | 0.245 | 0.210 | 0.232 | 0.189 | 0.328 | 0.252 | 0.361 | 0.351 | 0.320 | -0.253 | 0.226 | 0.173 | -0.269 | -0.004 | 0.317 | 0.378 | 0.156 | 0.000 |
| Age | -0.007 | 0.006 | -0.072 | 0.070 | -0.016 | 1.000 | 0.116 | 0.221 | 0.255 | 0.041 | 0.132 | 0.033 | 0.031 | 0.076 | 0.116 | -0.004 | 0.240 | 0.177 | 0.182 | 0.078 | 0.173 | 0.163 | -0.136 | 0.020 | 0.000 | 0.161 | 0.156 | 0.000 |
| Education | 0.028 | 0.000 | 0.000 | 0.046 | 0.033 | 0.116 | 1.000 | 0.138 | 0.000 | 0.000 | 0.032 | -0.170 | -0.163 | -0.132 | 0.062 | -0.172 | 0.229 | 0.032 | 0.085 | 0.020 | 0.082 | 0.086 | -0.058 | -0.008 | 0.082 | 0.093 | 0.085 | 0.047 |
| Income | 0.328 | 0.104 | -0.015 | 0.217 | 0.390 | 0.221 | 0.138 | 1.000 | 0.526 | 0.000 | 0.228 | 0.573 | 0.574 | 0.497 | 0.809 | 0.564 | 0.823 | 0.305 | 0.786 | -0.197 | 0.724 | 0.562 | -0.637 | 0.002 | 0.191 | 0.844 | 0.555 | 0.000 |
| Is_Parent | 0.284 | 0.087 | 0.000 | 0.075 | 0.350 | 0.255 | 0.000 | 0.526 | 1.000 | 0.032 | 0.760 | -0.464 | -0.439 | -0.275 | -0.492 | -0.429 | -0.331 | 1.000 | -0.448 | 0.539 | -0.309 | -0.125 | 0.466 | 0.014 | 0.213 | -0.472 | -0.117 | 0.000 |
| Marital_Status | 0.021 | 0.023 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.032 | 1.000 | 0.358 | 0.017 | 0.019 | 0.021 | 0.013 | 0.009 | 0.007 | 0.037 | 0.011 | -0.038 | -0.023 | -0.013 | -0.020 | 0.026 | 0.074 | 0.007 | -0.018 | 0.000 |
| Memebers_In_Family | 0.198 | 0.076 | 0.000 | 0.066 | 0.245 | 0.132 | 0.032 | 0.228 | 0.760 | 0.358 | 1.000 | -0.402 | -0.396 | -0.278 | -0.404 | -0.377 | -0.278 | 0.755 | -0.380 | 0.442 | -0.273 | -0.160 | 0.346 | 0.021 | 0.263 | -0.400 | -0.128 | 0.011 |
| MntFishProducts | 0.210 | 0.003 | -0.031 | 0.000 | 0.210 | 0.033 | -0.170 | 0.573 | -0.464 | 0.017 | -0.402 | 1.000 | 0.707 | 0.561 | 0.727 | 0.705 | 0.523 | 0.282 | 0.653 | -0.110 | 0.584 | 0.470 | -0.446 | 0.011 | 0.120 | 0.694 | 0.480 | 0.079 |
| MntFruits | 0.180 | 0.010 | 0.015 | 0.028 | 0.232 | 0.031 | -0.163 | 0.574 | -0.439 | 0.019 | -0.396 | 0.707 | 1.000 | 0.568 | 0.713 | 0.690 | 0.514 | 0.267 | 0.631 | -0.102 | 0.579 | 0.468 | -0.431 | 0.018 | 0.152 | 0.680 | 0.475 | 0.075 |
| MntGoldProds | 0.174 | 0.074 | 0.148 | 0.063 | 0.189 | 0.076 | -0.132 | 0.497 | -0.275 | 0.021 | -0.278 | 0.561 | 0.568 | 1.000 | 0.636 | 0.543 | 0.575 | 0.158 | 0.649 | 0.101 | 0.537 | 0.583 | -0.245 | 0.013 | 0.148 | 0.692 | 0.593 | 0.110 |
| MntMeatProducts | 0.290 | 0.069 | 0.012 | 0.136 | 0.328 | 0.116 | 0.062 | 0.809 | -0.492 | 0.013 | -0.404 | 0.727 | 0.713 | 0.636 | 1.000 | 0.698 | 0.821 | 0.350 | 0.850 | -0.030 | 0.776 | 0.675 | -0.484 | 0.023 | 0.248 | 0.939 | 0.713 | 0.019 |
| MntSweetProducts | 0.232 | 0.003 | -0.021 | 0.005 | 0.252 | -0.004 | -0.172 | 0.564 | -0.429 | 0.009 | -0.377 | 0.705 | 0.690 | 0.543 | 0.698 | 1.000 | 0.500 | 0.247 | 0.624 | -0.102 | 0.580 | 0.460 | -0.441 | 0.025 | 0.109 | 0.669 | 0.473 | 0.049 |
| MntWines | 0.308 | 0.136 | 0.039 | 0.308 | 0.361 | 0.240 | 0.229 | 0.823 | -0.331 | 0.007 | -0.278 | 0.523 | 0.514 | 0.575 | 0.821 | 0.500 | 1.000 | 0.222 | 0.823 | 0.059 | 0.804 | 0.736 | -0.382 | 0.015 | 0.257 | 0.926 | 0.769 | 0.131 |
| No_of_Childrens | 0.286 | 0.087 | 0.000 | 0.082 | 0.351 | 0.177 | 0.032 | 0.305 | 1.000 | 0.037 | 0.755 | 0.282 | 0.267 | 0.158 | 0.350 | 0.247 | 0.222 | 1.000 | -0.462 | 0.534 | -0.347 | -0.197 | 0.428 | 0.025 | 0.214 | -0.489 | -0.160 | 0.010 |
| NumCatalogPurchases | 0.302 | 0.109 | 0.103 | 0.185 | 0.320 | 0.182 | 0.085 | 0.786 | -0.448 | 0.011 | -0.380 | 0.653 | 0.631 | 0.649 | 0.850 | 0.624 | 0.823 | -0.462 | 1.000 | -0.030 | 0.709 | 0.618 | -0.528 | 0.021 | 0.216 | 0.892 | 0.715 | 0.057 |
| NumDealsPurchases | -0.175 | -0.051 | -0.014 | 0.005 | -0.253 | 0.078 | 0.020 | -0.197 | 0.539 | -0.038 | 0.442 | -0.110 | -0.102 | 0.101 | -0.030 | -0.102 | 0.059 | 0.534 | -0.030 | 1.000 | 0.099 | 0.281 | 0.397 | 0.019 | 0.105 | -0.011 | 0.406 | 0.140 |
| NumStorePurchases | 0.210 | 0.087 | -0.079 | 0.202 | 0.226 | 0.173 | 0.082 | 0.724 | -0.309 | -0.023 | -0.273 | 0.584 | 0.579 | 0.537 | 0.776 | 0.580 | 0.804 | -0.347 | 0.709 | 0.099 | 1.000 | 0.665 | -0.448 | 0.007 | 0.142 | 0.801 | 0.767 | 0.075 |
| NumWebPurchases | 0.184 | 0.041 | 0.040 | 0.183 | 0.173 | 0.163 | 0.086 | 0.562 | -0.125 | -0.013 | -0.160 | 0.470 | 0.468 | 0.583 | 0.675 | 0.460 | 0.736 | -0.197 | 0.618 | 0.281 | 0.665 | 1.000 | -0.089 | -0.004 | 0.164 | 0.725 | 0.860 | 0.126 |
| NumWebVisitsMonth | -0.194 | -0.010 | 0.065 | -0.025 | -0.269 | -0.136 | -0.058 | -0.637 | 0.466 | -0.020 | 0.346 | -0.446 | -0.431 | -0.245 | -0.484 | -0.441 | -0.382 | 0.428 | -0.528 | 0.397 | -0.448 | -0.089 | 1.000 | -0.016 | 0.121 | -0.468 | -0.032 | 0.200 |
| Recency | -0.025 | -0.010 | -0.034 | 0.023 | -0.004 | 0.020 | -0.008 | 0.002 | 0.014 | 0.026 | 0.021 | 0.011 | 0.018 | 0.013 | 0.023 | 0.025 | 0.015 | 0.025 | 0.021 | 0.019 | 0.007 | -0.004 | -0.016 | 1.000 | 0.208 | 0.014 | 0.001 | 0.000 |
| Response | 0.287 | 0.176 | 0.244 | 0.165 | 0.317 | 0.000 | 0.082 | 0.191 | 0.213 | 0.074 | 0.263 | 0.120 | 0.152 | 0.148 | 0.248 | 0.109 | 0.257 | 0.214 | 0.216 | 0.105 | 0.142 | 0.164 | 0.121 | 0.208 | 1.000 | 0.239 | 0.171 | 0.181 |
| Total_Amnt_Spend | 0.327 | 0.122 | 0.041 | 0.240 | 0.378 | 0.161 | 0.093 | 0.844 | -0.472 | 0.007 | -0.400 | 0.694 | 0.680 | 0.692 | 0.939 | 0.669 | 0.926 | -0.489 | 0.892 | -0.011 | 0.801 | 0.725 | -0.468 | 0.014 | 0.239 | 1.000 | 0.770 | 0.118 |
| Total_Purchase | 0.187 | 0.083 | 0.042 | 0.210 | 0.156 | 0.156 | 0.085 | 0.555 | -0.117 | -0.018 | -0.128 | 0.480 | 0.475 | 0.593 | 0.713 | 0.473 | 0.769 | -0.160 | 0.715 | 0.406 | 0.767 | 0.860 | -0.032 | 0.001 | 0.171 | 0.770 | 1.000 | 0.190 |
| Years_Since_Join | 0.025 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.011 | 0.079 | 0.075 | 0.110 | 0.019 | 0.049 | 0.131 | 0.010 | 0.057 | 0.140 | 0.075 | 0.126 | 0.200 | 0.000 | 0.181 | 0.118 | 0.190 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Education | Marital_Status | Income | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Response | Age | Years_Since_Join | Total_Amnt_Spend | No_of_Childrens | Is_Parent | Memebers_In_Family | Total_Purchase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Graduation | Single | 58138.0 | 58 | 635 | 88 | 546 | 172 | 88 | 88 | 3 | 8 | 10 | 4 | 7 | 0 | 0 | 0 | 0 | 0 | 1 | 67 | 12 | 1617 | 0 | 0 | 1 | 32 |
| 1 | Graduation | Single | 46344.0 | 38 | 11 | 1 | 6 | 2 | 1 | 6 | 2 | 1 | 1 | 2 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 70 | 10 | 27 | 2 | 1 | 3 | 11 |
| 2 | Graduation | Single | 71613.0 | 26 | 426 | 49 | 127 | 111 | 21 | 42 | 1 | 8 | 2 | 10 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 59 | 11 | 776 | 0 | 0 | 2 | 25 |
| 3 | Graduation | Single | 26646.0 | 26 | 11 | 4 | 20 | 10 | 3 | 5 | 2 | 2 | 0 | 4 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 40 | 10 | 53 | 1 | 1 | 3 | 14 |
| 4 | PhD | Married | 58293.0 | 94 | 173 | 43 | 118 | 46 | 27 | 15 | 5 | 5 | 3 | 6 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 43 | 10 | 422 | 1 | 1 | 3 | 24 |
| 5 | Master | Single | 62513.0 | 16 | 520 | 42 | 98 | 0 | 42 | 14 | 2 | 6 | 4 | 10 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 57 | 11 | 716 | 1 | 1 | 3 | 28 |
| 6 | Graduation | Single | 55635.0 | 34 | 235 | 65 | 164 | 50 | 49 | 27 | 4 | 7 | 3 | 7 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 53 | 12 | 590 | 1 | 1 | 2 | 27 |
| 7 | PhD | Married | 33454.0 | 32 | 76 | 10 | 56 | 3 | 1 | 23 | 2 | 4 | 0 | 4 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 39 | 11 | 169 | 1 | 1 | 3 | 18 |
| 8 | PhD | Single | 30351.0 | 19 | 14 | 0 | 24 | 3 | 3 | 2 | 1 | 3 | 0 | 2 | 9 | 0 | 0 | 0 | 0 | 0 | 1 | 50 | 11 | 46 | 1 | 1 | 3 | 15 |
| 9 | PhD | Single | 5648.0 | 68 | 28 | 0 | 6 | 1 | 1 | 13 | 1 | 1 | 0 | 0 | 20 | 1 | 0 | 0 | 0 | 0 | 0 | 74 | 10 | 49 | 2 | 1 | 4 | 22 |
| Education | Marital_Status | Income | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Response | Age | Years_Since_Join | Total_Amnt_Spend | No_of_Childrens | Is_Parent | Memebers_In_Family | Total_Purchase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2228 | 2n Cycle | Single | 52357.791544 | 53 | 32 | 2 | 1607 | 12 | 4 | 22 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 46 | 12 | 1679 | 0 | 0 | 2 | 1 |
| 2229 | Graduation | Married | 24434.000000 | 9 | 3 | 2 | 8 | 20 | 0 | 17 | 2 | 2 | 1 | 2 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 52 | 10 | 50 | 2 | 1 | 4 | 14 |
| 2230 | Graduation | Single | 11012.000000 | 82 | 24 | 3 | 26 | 7 | 1 | 23 | 3 | 3 | 1 | 2 | 9 | 1 | 0 | 0 | 0 | 0 | 0 | 40 | 11 | 84 | 1 | 1 | 2 | 18 |
| 2231 | Master | Single | 44802.000000 | 71 | 853 | 10 | 143 | 13 | 10 | 20 | 2 | 9 | 4 | 12 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 54 | 12 | 1049 | 0 | 0 | 1 | 35 |
| 2232 | Graduation | Single | 26816.000000 | 50 | 5 | 1 | 6 | 3 | 4 | 3 | 1 | 0 | 0 | 3 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 38 | 12 | 22 | 0 | 0 | 1 | 8 |
| 2233 | Graduation | Single | 666666.000000 | 23 | 9 | 14 | 18 | 8 | 1 | 12 | 4 | 3 | 1 | 3 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 11 | 62 | 1 | 1 | 3 | 17 |
| 2235 | Graduation | Married | 61223.000000 | 46 | 709 | 43 | 182 | 42 | 118 | 247 | 2 | 9 | 3 | 4 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 57 | 11 | 1341 | 1 | 1 | 3 | 23 |
| 2237 | Graduation | Single | 56981.000000 | 91 | 908 | 48 | 217 | 32 | 12 | 24 | 1 | 2 | 3 | 13 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 43 | 10 | 1241 | 0 | 0 | 1 | 25 |
| 2238 | Master | Single | 69245.000000 | 8 | 428 | 30 | 214 | 80 | 30 | 61 | 2 | 6 | 5 | 10 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 68 | 10 | 843 | 1 | 1 | 3 | 26 |
| 2239 | PhD | Married | 52869.000000 | 40 | 84 | 3 | 61 | 2 | 1 | 21 | 3 | 3 | 1 | 4 | 7 | 0 | 0 | 0 | 0 | 0 | 1 | 70 | 12 | 172 | 2 | 1 | 4 | 18 |